Duplicate from Kingdrone-Junjue/DisasterM3

Co-authored-by: Junjue <[email protected]>

.gitattributes

@@ -0,0 +1,59 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text

DisasterM3_Bench.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:91d5adb0757bbb64a369e1051af58c49262d11b111811d17267f385144e1c10e
+size 11005741899

DisasterM3_Instruct.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:70f80889d1d5c90e631a7390a152168f9057f68f6b80e96d3e318e4bde053b74
+size 32755841688

README.md

@@ -0,0 +1,107 @@
+---
+license: cc-by-nc-sa-4.0
+task_categories:
+- visual-question-answering
+- image-segmentation
+- image-to-text
+- image-classification
+language:
+- en
+tags:
+- vision-language
+- remote-sensing
+- disaster
+- multi-task
+pretty_name: >-
+  A multi-hazard, multi-sensor, and multi-task vision-language dataset for
+  global-scale disaster assessment and response.
+size_categories:
+- 1B<n<10B
+---
+
+
+<h2 align="center">
+  DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response
+</h2>
+
+<h5 align="center"><a href="https://junjue-wang.github.io/homepage/">Junjue Wang*</a>,
+<a href="https://weihaoxuan.com">Weihao Xuan*</a>,
+Heli Qi, Zhihao Liu, Kunyi Liu, Yuhan Wu, <a href="https://chrx97.com/"> Hongruixuan Chen</a>,
+<a href="https://jtrneo.github.io/"> Jian Song</a></h5>
+<h5 align="center">
+Junshi Xia, <a href="https://zhuozheng.top/">Zhuo Zheng</a>, <a href="https://naotoyokoya.com/">Naoto Yokoya†</a></h5>
+
+<h5 align="center">
+* Equal Contributions
+† Corresponding Author</h5>
+
+`Paper`: https://arxiv.org/abs/2505.21089
+
+`Code`: https://github.com/Junjue-Wang/DisasterM3
+
+
+<div align="center">
+  <img src="https://github.com/Junjue-Wang/resources/blob/main/DisasterM3/task_taxonomy.png?raw=true">
+</div>
+
+## Highlights
+DisasterM3 includes 26,988 bi-temporal satellite images and 123k instruction pairs across 5 continents, with three characteristics:
+1. Multi-hazard: 36 historical disaster events with significant impacts, which are categorized into 10 common natural and man-made disasters
+2. Multi-sensor: Extreme weather during disasters often hinders optical sensor imaging, making it necessary to combine Synthetic Aperture Radar (SAR) imagery for post-disaster scenes
+3. Multi-task: 9 disaster-related visual perception and reasoning tasks, harnessing the full potential of VLM's reasoning ability
+
+
+## News
+- 2025/10/23, We released the DisasterM3 instruct set.
+- 2025/10/17, We released the benchmark set of DisasterM3.
+- 2025/09/22, We are preparing the dataset and code.
+- 2025/09/22, Our paper got accepted by NeurIPS 2025.
+
+
+## Benchmark
+
+Please run this code for benchmarking the DisasterM3 dataset.
+Two examples:
+Qwen2.5 VL:
+```
+python disaster_m3/pyscripts/run_vllm.py --model_id Qwen/Qwen2.5-VL-7B-Instruct --subset bearing_body
+```
+InternVL3:
+```
+python disaster_m3/pyscripts/run_vllm.py --model_id OpenGVLab/InternVL3-78B --subset report
+```
+
+
+## Citation
+If you use DisasterM3 in your research, please cite our following papers.
+```text
+  @article{wang2025disasterm3,
+  title={DisasterM3: A Remote Sensing Vision-Language Dataset for Disaster Damage Assessment and Response},
+  author={Wang, Junjue and Xuan, Weihao and Qi, Heli and Liu, Zhihao and Liu, Kunyi and Wu, Yuhan and Chen, Hongruixuan and Song, Jian and Xia, Junshi and Zheng, Zhuo and Yokoya, Naoto},
+  booktitle={Proceedings of the Neural Information Processing Systems},
+  year={2025}
+}
+```
+
+## Acknowledgments
+This dataset builds upon the following excellent open datasets:
+- **xBD dataset** by Ritwik Gupta
+  - [Paper](https://openaccess.thecvf.com/content_CVPRW_2019/html/cv4gc/Gupta_Creating_xBD_A_Dataset_for_Assessing_Building_Damage_from_Satellite_CVPRW_2019_paper.html)
+  - [Dataset](https://xview2.org/dataset)
+  - License: [CC BY-NC-SA 4.0]
+
+- **BRIGHT dataset** by Hongruixuan Chen
+  - [Repository](https://github.com/ChenHongruixuan/BRIGHT)
+  - License: [CC BY-NC 4.0]
+
+
+## License
+All images and their associated annotations in DisasterM3 can be used for academic purposes only,
+<font color="red"><b> but any commercial use is prohibited.</b></font>
+
+<a rel="license" href="https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en">
+<img alt="知识共享许可协议" style="border-width:0" src="https://i.creativecommons.org/l/by-nc-sa/4.0/88x31.png" /></a>
+
+## Star History
+
+[![Star History Chart](https://api.star-history.com/svg?repos=Junjue-Wang/DisasterM3&type=Date)](https://www.star-history.com/#Junjue-Wang/DisasterM3&Date)